Data Report

Brought to you by YData

Dataset statistics

Number of variables	14
Number of observations	12837
Missing cells	52364
Missing cells (%)	29.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.6 MiB
Average record size in memory	211.1 B

Variable types

DateTime	1
Numeric	8
Categorical	2
Unsupported	3

Alerts

`snow` has constant value "1.0"	Constant
`city` is highly overall correlated with `lat` and 1 other fields	High correlation
`lat` is highly overall correlated with `city` and 2 other fields	High correlation
`lon` is highly overall correlated with `city` and 2 other fields	High correlation
`pres` is highly overall correlated with `tavg` and 2 other fields	High correlation
`tavg` is highly overall correlated with `pres` and 2 other fields	High correlation
`tmax` is highly overall correlated with `pres` and 2 other fields	High correlation
`tmin` is highly overall correlated with `pres` and 2 other fields	High correlation
`wspd` is highly overall correlated with `lat` and 1 other fields	High correlation
`prcp` has 872 (6.8%) missing values	Missing
`snow` has 12836 (> 99.9%) missing values	Missing
`wdir` has 12837 (100.0%) missing values	Missing
`wpgt` has 12837 (100.0%) missing values	Missing
`tsun` has 12837 (100.0%) missing values	Missing
`city` is uniformly distributed	Uniform
`wdir` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`wpgt` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`tsun` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`prcp` has 9635 (75.1%) zeros	Zeros

Reproduction

Analysis started	2025-10-17 13:39:15.968058
Analysis finished	2025-10-17 13:39:25.380577
Duration	9.41 seconds
Software version	ydata-profiling vv4.17.0
Download configuration	config.json

time
Date

Distinct	1610
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Memory size	100.4 KiB

Minimum	2021-02-02 00:00:00
Maximum	2025-06-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

tavg
Real number (ℝ)

High correlation

Distinct	473
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.294368

Minimum	-9
Maximum	40.3
Zeros	13
Zeros (%)	0.1%
Negative	314
Negative (%)	2.4%
Memory size	100.4 KiB

Quantile statistics

Minimum	-9
5-th percentile	3.4
Q1	16
median	24.4
Q3	29.9
95-th percentile	34.2
Maximum	40.3
Range	49.3
Interquartile range (IQR)	13.9

Descriptive statistics

Standard deviation	9.4987645
Coefficient of variation (CV)	0.42606117
Kurtosis	-0.124155
Mean	22.294368
Median Absolute Deviation (MAD)	6.4
Skewness	-0.73018973
Sum	286192.8
Variance	90.226527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.4	106	0.8%
30.3	104	0.8%
30.2	102	0.8%
30.1	95	0.7%
30.8	91	0.7%
29.3	91	0.7%
30.6	88	0.7%
28.8	88	0.7%
29.7	83	0.6%
27.8	82	0.6%
Other values (463)	11907	92.8%

Value	Count	Frequency (%)
-9	1	< 0.1%
-8.1	1	< 0.1%
-8	2	< 0.1%
-7.7	1	< 0.1%
-7.6	1	< 0.1%
-7.5	1	< 0.1%
-7.3	1	< 0.1%
-7.1	2	< 0.1%
-6.9	1	< 0.1%
-6.8	2	< 0.1%

Value	Count	Frequency (%)
40.3	1	< 0.1%
39.6	1	< 0.1%
39.5	2	< 0.1%
39.4	1	< 0.1%
39.3	1	< 0.1%
39.2	3	< 0.1%
39.1	3	< 0.1%
39	1	< 0.1%
38.9	1	< 0.1%
38.8	2	< 0.1%

tmin
Real number (ℝ)

High correlation

Distinct	464
Distinct (%)	3.6%
Missing	6
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	16.73264

Minimum	-13.8
Maximum	34
Zeros	26
Zeros (%)	0.2%
Negative	747
Negative (%)	5.8%
Memory size	100.4 KiB

Quantile statistics

Minimum	-13.8
5-th percentile	-1
Q1	10
median	18.1
Q3	25
95-th percentile	29
Maximum	34
Range	47.8
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.558567
Coefficient of variation (CV)	0.57125278
Kurtosis	-0.40496736
Mean	16.73264
Median Absolute Deviation (MAD)	7.4
Skewness	-0.58915085
Sum	214696.5
Variance	91.366203
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	239	1.9%
27	217	1.7%
25	213	1.7%
24	191	1.5%
28	185	1.4%
23	171	1.3%
22	158	1.2%
20	147	1.1%
21	142	1.1%
19	132	1.0%
Other values (454)	11036	86.0%

Value	Count	Frequency (%)
-13.8	1	< 0.1%
-13.7	1	< 0.1%
-13.4	2	< 0.1%
-13.2	2	< 0.1%
-13.1	1	< 0.1%
-13	1	< 0.1%
-12.7	1	< 0.1%
-12.6	1	< 0.1%
-12.4	2	< 0.1%
-12.3	1	< 0.1%

Value	Count	Frequency (%)
34	3	< 0.1%
33.8	1	< 0.1%
33.5	3	< 0.1%
33.4	2	< 0.1%
33.3	4	< 0.1%
33.2	2	< 0.1%
33	7	0.1%
32.9	1	< 0.1%
32.8	3	< 0.1%
32.7	1	< 0.1%

tmax
Real number (ℝ)

High correlation

Distinct	512
Distinct (%)	4.0%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	28.171235

Minimum	-7.7
Maximum	48.8
Zeros	4
Zeros (%)	< 0.1%
Negative	119
Negative (%)	0.9%
Memory size	100.4 KiB

Quantile statistics

Minimum	-7.7
5-th percentile	7.47
Q1	22.5
median	30.3
Q3	35.5
95-th percentile	41
Maximum	48.8
Range	56.5
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.8966538
Coefficient of variation (CV)	0.35130351
Kurtosis	0.41120531
Mean	28.171235
Median Absolute Deviation (MAD)	6.2
Skewness	-0.8691486
Sum	361577.8
Variance	97.943757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	230	1.8%
37	205	1.6%
34	199	1.6%
36	184	1.4%
33	174	1.4%
39	170	1.3%
35.5	169	1.3%
38	167	1.3%
34.5	158	1.2%
32	155	1.2%
Other values (502)	11024	85.9%

Value	Count	Frequency (%)
-7.7	1	< 0.1%
-6.4	1	< 0.1%
-6.2	1	< 0.1%
-5.8	2	< 0.1%
-5.5	1	< 0.1%
-4.9	1	< 0.1%
-4.6	2	< 0.1%
-4.5	1	< 0.1%
-4.3	3	< 0.1%
-4.1	1	< 0.1%

Value	Count	Frequency (%)
48.8	1	< 0.1%
48.4	1	< 0.1%
48.2	1	< 0.1%
47.5	1	< 0.1%
47.3	2	< 0.1%
47.1	1	< 0.1%
47	1	< 0.1%
46.7	1	< 0.1%
46.6	2	< 0.1%
46.5	2	< 0.1%

prcp
Real number (ℝ)

Missing Zeros

Distinct	323
Distinct (%)	2.7%
Missing	872
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%
Mean	1.5143502

Minimum	0
Maximum	144.1
Zeros	9635
Zeros (%)	75.1%
Negative	0
Negative (%)	0.0%
Memory size	100.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	8.9
Maximum	144.1
Range	144.1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.5279147
Coefficient of variation (CV)	4.3107035
Kurtosis	105.3463
Mean	1.5143502
Median Absolute Deviation (MAD)	0
Skewness	8.6158078
Sum	18119.2
Variance	42.61367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9635	75.1%
1	127	1.0%
0.1	108	0.8%
0.2	95	0.7%
0.3	80	0.6%
0.5	77	0.6%
2	63	0.5%
0.4	60	0.5%
3	53	0.4%
0.6	48	0.4%
Other values (313)	1619	12.6%
(Missing)	872	6.8%

Value	Count	Frequency (%)
0	9635	75.1%
0.1	108	0.8%
0.2	95	0.7%
0.3	80	0.6%
0.4	60	0.5%
0.5	77	0.6%
0.6	48	0.4%
0.7	39	0.3%
0.8	43	0.3%
0.9	30	0.2%

Value	Count	Frequency (%)
144.1	1	< 0.1%
132.1	1	< 0.1%
110	2	< 0.1%
109.2	1	< 0.1%
105.9	1	< 0.1%
102.1	2	< 0.1%
94	1	< 0.1%
85.1	1	< 0.1%
83.1	1	< 0.1%
81	1	< 0.1%

snow
Categorical

Constant Missing

Distinct	1
Distinct (%)	100.0%
Missing	12836
Missing (%)	> 99.9%
Memory size	702.1 KiB

1.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	100.0%

Sample

1st row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1	< 0.1%
(Missing)	12836	> 99.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	1	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1	33.3%
.	1	33.3%
0	1	33.3%

wdir
Unsupported

Missing Rejected Unsupported

Missing	12837
Missing (%)	100.0%
Memory size	100.4 KiB

wspd
Real number (ℝ)

High correlation

Distinct	358
Distinct (%)	2.8%
Missing	68
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	10.345587

Minimum	0
Maximum	44
Zeros	29
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	100.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1.5
Q1	5.3
median	9.1
Q3	14.1
95-th percentile	23.8
Maximum	44
Range	44
Interquartile range (IQR)	8.8

Descriptive statistics

Standard deviation	6.7651239
Coefficient of variation (CV)	0.65391397
Kurtosis	0.7179358
Mean	10.345587
Median Absolute Deviation (MAD)	4.2
Skewness	0.93117666
Sum	132102.8
Variance	45.766901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	108	0.8%
6.3	107	0.8%
5.2	103	0.8%
5.8	102	0.8%
6.4	97	0.8%
7	97	0.8%
7.4	96	0.7%
7.8	96	0.7%
7.2	96	0.7%
5.1	94	0.7%
Other values (348)	11773	91.7%

Value	Count	Frequency (%)
0	29	0.2%
0.1	15	0.1%
0.2	57	0.4%
0.3	25	0.2%
0.4	49	0.4%
0.5	45	0.4%
0.6	41	0.3%
0.7	19	0.1%
0.8	69	0.5%
0.9	28	0.2%

Value	Count	Frequency (%)
44	1	< 0.1%
41.2	1	< 0.1%
39.6	1	< 0.1%
38.4	1	< 0.1%
38.3	1	< 0.1%
37.9	2	< 0.1%
37.6	1	< 0.1%
37.5	1	< 0.1%
37.3	1	< 0.1%
36.8	2	< 0.1%

wpgt
Unsupported

Missing Rejected Unsupported

Missing	12837
Missing (%)	100.0%
Memory size	100.4 KiB

pres
Real number (ℝ)

High correlation

Distinct	454
Distinct (%)	3.6%
Missing	69
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	1010.3878

Minimum	989.9
Maximum	1045.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.4 KiB

Quantile statistics

Minimum	989.9
5-th percentile	997.4
Q1	1003.6
median	1010.8
Q3	1016.6
95-th percentile	1023
Maximum	1045.7
Range	55.8
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.3340157
Coefficient of variation (CV)	0.0082483333
Kurtosis	-0.49260317
Mean	1010.3878
Median Absolute Deviation (MAD)	6.4
Skewness	0.13997642
Sum	12900632
Variance	69.455818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1013.2	75	0.6%
1017.2	75	0.6%
1015.5	74	0.6%
1015.2	73	0.6%
1016.6	73	0.6%
1014.8	71	0.6%
1016.1	71	0.6%
1016.9	69	0.5%
1013	69	0.5%
1015.9	68	0.5%
Other values (444)	12050	93.9%
(Missing)	69	0.5%

Value	Count	Frequency (%)
989.9	1	< 0.1%
991	1	< 0.1%
991.1	1	< 0.1%
991.2	1	< 0.1%
991.3	2	< 0.1%
991.4	1	< 0.1%
991.6	1	< 0.1%
991.7	3	< 0.1%
991.8	3	< 0.1%
991.9	1	< 0.1%

Value	Count	Frequency (%)
1045.7	1	< 0.1%
1042.5	1	< 0.1%
1041.4	1	< 0.1%
1040.3	2	< 0.1%
1040	1	< 0.1%
1039.6	1	< 0.1%
1039.2	1	< 0.1%
1038.3	1	< 0.1%
1038	1	< 0.1%
1037.5	1	< 0.1%

tsun
Unsupported

Missing Rejected Unsupported

Missing	12837
Missing (%)	100.0%
Memory size	100.4 KiB

city
Categorical

High correlation Uniform

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	703.7 KiB

Lahore	1610
Islamabad	1610
Hyderabad	1610
Quetta	1609
Multan	1609
Other values (3)	4789

Length

Max length	9
Median length	6
Mean length	7.1268988
Min length	6

Characters and Unicode

Total characters	91488
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Karachi
2nd row	Karachi
3rd row	Karachi
4th row	Karachi
5th row	Karachi

Common Values

Value	Count	Frequency (%)
Lahore	1610	12.5%
Islamabad	1610	12.5%
Hyderabad	1610	12.5%
Quetta	1609	12.5%
Multan	1609	12.5%
Peshawar	1608	12.5%
Skardu	1591	12.4%
Karachi	1590	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
lahore	1610	12.5%
islamabad	1610	12.5%
hyderabad	1610	12.5%
quetta	1609	12.5%
multan	1609	12.5%
peshawar	1608	12.5%
skardu	1591	12.4%
karachi	1590	12.4%

Most occurring characters

Value	Count	Frequency (%)
a	20865	22.8%
r	8009	8.8%
e	6437	7.0%
d	6421	7.0%
t	4827	5.3%
u	4809	5.3%
h	4808	5.3%
b	3220	3.5%
l	3219	3.5%
s	3218	3.5%
Other values (16)	25655	28.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	91488	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	20865	22.8%
r	8009	8.8%
e	6437	7.0%
d	6421	7.0%
t	4827	5.3%
u	4809	5.3%
h	4808	5.3%
b	3220	3.5%
l	3219	3.5%
s	3218	3.5%
Other values (16)	25655	28.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	91488	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	20865	22.8%
r	8009	8.8%
e	6437	7.0%
d	6421	7.0%
t	4827	5.3%
u	4809	5.3%
h	4808	5.3%
b	3220	3.5%
l	3219	3.5%
s	3218	3.5%
Other values (16)	25655	28.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	91488	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	20865	22.8%
r	8009	8.8%
e	6437	7.0%
d	6421	7.0%
t	4827	5.3%
u	4809	5.3%
h	4808	5.3%
b	3220	3.5%
l	3219	3.5%
s	3218	3.5%
Other values (16)	25655	28.0%

lat
Real number (ℝ)

High correlation

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.648902

Minimum	24.8607
Maximum	35.335
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.4 KiB

Quantile statistics

Minimum	24.8607
5-th percentile	24.8607
Q1	30.1575
median	31.5497
Q3	33.6844
95-th percentile	35.335
Maximum	35.335
Range	10.4743
Interquartile range (IQR)	3.5269

Descriptive statistics

Standard deviation	3.6149293
Coefficient of variation (CV)	0.11794645
Kurtosis	-1.1192342
Mean	30.648902
Median Absolute Deviation (MAD)	2.1347
Skewness	-0.44665505
Sum	393439.96
Variance	13.067714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
31.5497	1610	12.5%
33.6844	1610	12.5%
25.396	1610	12.5%
30.1798	1609	12.5%
30.1575	1609	12.5%
34.0151	1608	12.5%
35.335	1591	12.4%
24.8607	1590	12.4%

Value	Count	Frequency (%)
24.8607	1590	12.4%
25.396	1610	12.5%
30.1575	1609	12.5%
30.1798	1609	12.5%
31.5497	1610	12.5%
33.6844	1610	12.5%
34.0151	1608	12.5%
35.335	1591	12.4%

Value	Count	Frequency (%)
35.335	1591	12.4%
34.0151	1608	12.5%
33.6844	1610	12.5%
31.5497	1610	12.5%
30.1798	1609	12.5%
30.1575	1609	12.5%
25.396	1610	12.5%
24.8607	1590	12.4%

lon
Real number (ℝ)

High correlation

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.040349

Minimum	66.975
Maximum	75.549
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	100.4 KiB

Quantile statistics

Minimum	66.975
5-th percentile	66.975
Q1	68.3578
median	71.5249
Q3	73.0479
95-th percentile	75.549
Maximum	75.549
Range	8.574
Interquartile range (IQR)	4.6901

Descriptive statistics

Standard deviation	3.0737362
Coefficient of variation (CV)	0.04326747
Kurtosis	-1.4101326
Mean	71.040349
Median Absolute Deviation (MAD)	2.8187
Skewness	-0.071720082
Sum	911944.96
Variance	9.4478541
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
71.5249	3217	25.1%
73.0479	1610	12.5%
74.3436	1610	12.5%
68.3578	1610	12.5%
66.975	1609	12.5%
75.549	1591	12.4%
67.0011	1590	12.4%

Value	Count	Frequency (%)
66.975	1609	12.5%
67.0011	1590	12.4%
68.3578	1610	12.5%
71.5249	3217	25.1%
73.0479	1610	12.5%
74.3436	1610	12.5%
75.549	1591	12.4%

Value	Count	Frequency (%)
75.549	1591	12.4%
74.3436	1610	12.5%
73.0479	1610	12.5%
71.5249	3217	25.1%
68.3578	1610	12.5%
67.0011	1590	12.4%
66.975	1609	12.5%

	city	lat	lon	prcp	pres	tavg	tmax	tmin	wspd
city	1.000	1.000	1.000	0.050	0.221	0.305	0.312	0.282	0.354
lat	1.000	1.000	0.717	0.271	0.284	-0.390	-0.357	-0.428	-0.519
lon	1.000	0.717	1.000	0.271	0.167	-0.209	-0.222	-0.190	-0.634
prcp	0.050	0.271	0.271	1.000	0.004	-0.159	-0.233	-0.076	-0.076
pres	0.221	0.284	0.167	0.004	1.000	-0.903	-0.852	-0.901	-0.419
tavg	0.305	-0.390	-0.209	-0.159	-0.903	1.000	0.970	0.961	0.407
tmax	0.312	-0.357	-0.222	-0.233	-0.852	0.970	1.000	0.890	0.372
tmin	0.282	-0.428	-0.190	-0.076	-0.901	0.961	0.890	1.000	0.439
wspd	0.354	-0.519	-0.634	-0.076	-0.419	0.407	0.372	0.439	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	time	tavg	tmin	tmax	snow	wdir	wspd	wpgt	pres	tsun	city	lat	lon
0	2021-02-02	20.6	17.0	25.0	NaN	NaN	10.8	NaN	1017.5	NaN	Karachi	24.8607	67.0011
1	2021-02-03	20.7	16.1	25.5	NaN	NaN	10.9	NaN	1015.6	NaN	Karachi	24.8607	67.0011
2	2021-02-04	21.5	16.1	26.5	NaN	NaN	19.1	NaN	1016.3	NaN	Karachi	24.8607	67.0011
3	2021-02-05	20.5	15.4	25.3	NaN	NaN	14.1	NaN	1018.1	NaN	Karachi	24.8607	67.0011
4	2021-02-06	19.6	13.2	25.7	NaN	NaN	12.5	NaN	1018.1	NaN	Karachi	24.8607	67.0011
5	2021-02-07	20.0	13.9	25.7	NaN	NaN	12.3	NaN	1017.7	NaN	Karachi	24.8607	67.0011
6	2021-02-08	20.4	13.9	27.0	NaN	NaN	11.6	NaN	1017.5	NaN	Karachi	24.8607	67.0011
7	2021-02-09	20.9	17.0	25.7	NaN	NaN	12.0	NaN	1015.0	NaN	Karachi	24.8607	67.0011
8	2021-02-10	21.6	15.0	29.1	NaN	NaN	10.1	NaN	1013.1	NaN	Karachi	24.8607	67.0011
9	2021-02-11	22.5	16.8	29.1	NaN	NaN	10.0	NaN	1012.7	NaN	Karachi	24.8607	67.0011

	time	tavg	tmin	tmax	prcp	snow	wdir	wspd	wpgt	pres	tsun	city	lat	lon
12827	2025-06-21	23.0	14.0	32.0	0.7	NaN	NaN	4.3	NaN	1007.1	NaN	Skardu	35.335	75.549
12828	2025-06-22	22.3	16.7	32.5	5.2	NaN	NaN	4.2	NaN	1007.6	NaN	Skardu	35.335	75.549
12829	2025-06-23	23.2	17.0	32.0	0.0	NaN	NaN	4.7	NaN	1005.7	NaN	Skardu	35.335	75.549
12830	2025-06-24	24.3	16.5	35.0	0.0	NaN	NaN	4.3	NaN	1004.2	NaN	Skardu	35.335	75.549
12831	2025-06-25	25.3	17.5	36.0	0.0	NaN	NaN	3.9	NaN	1004.5	NaN	Skardu	35.335	75.549
12832	2025-06-26	25.2	17.5	33.0	0.0	NaN	NaN	5.0	NaN	1005.9	NaN	Skardu	35.335	75.549
12833	2025-06-27	24.0	19.6	34.0	23.7	NaN	NaN	6.3	NaN	1008.5	NaN	Skardu	35.335	75.549
12834	2025-06-28	22.4	17.7	32.0	5.1	NaN	NaN	3.4	NaN	1007.9	NaN	Skardu	35.335	75.549
12835	2025-06-29	23.9	17.0	33.0	1.1	NaN	NaN	5.3	NaN	1002.5	NaN	Skardu	35.335	75.549
12836	2025-06-30	23.2	17.9	30.0	1.9	NaN	NaN	5.0	NaN	1002.4	NaN	Skardu	35.335	75.549

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample